Archivio Istituzionale della RicercaBENINI, LUCA
A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms
2025 Silvano, Cristina; Ielmini, Daniele; Ferrandi, Fabrizio; Fiorin, Leandro; Curzel, Serena; Benini, Luca; Conti, Francesco; Garofalo, Angelo; Zambelli, Cristian; Calore, Enrico; Fabio Schifano, Sebastiano; Palesi, Maurizio; Ascia, Giuseppe; Patti, Davide; Petra, Nicola; De Caro, Davide; Lavagno, Luciano; Urso, Teodoro; Cardellini, Valeria; Carlo Cardarilli, Gian; Birke, Robert; Perri, Stefania
EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation
2025 Benfenati, Luca; Belloni, Sofia; Burrello, Alessio; Kasnesis, Panagiotis; Wang, Xiaying; Benini, Luca; Poncino, Massimo; Macii, Enrico; Pagliari, Daniele Jahier
Foundation Models for Structural Health Monitoring
2025 Benfenati, Luca; Pagliari, Daniele Jahier; Zanatta, Luca; Velez, Yhorman Alexander Bedoya; Acquaviva, Andrea; Poncino, Massimo; Macii, Enrico; Benini, Luca; Burrello, Alessio
MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices
2025 Hamdi, Mohamed Amine; Daghero, Francesco; Maria Sarda, Giuseppe; Van Delm, Josse; Symons, Arne; Benini, Luca; Verhelst, Marian; Jahier Pagliari, Daniele; Burrello, Alessio
POSTER: V-Seek: Optimizing LLM Reasoning on A Server-Class General-Purpose RISC-V Platform
2025 Poveda Rodrigo, Javier Jesus; Hamdi, Mohamed Amine; Koenig, Cyril; Burrello, Alessio; Jahier Pagliari, Daniele; Benini, Luca
BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring
2024 Benfenati, Luca; Mar Ingolfsson, Thorir; Cossettini, Andrea; Jahier Pagliari, Daniele; Burrello, Alessio; Benini, Luca
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices
2024 Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele
Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables
2024 Burrello, Alessio; Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, Massimo; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs
2024 Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Jung, Victor J. B.; Scherer, Moritz; Scrugli, Matteo A.; Bernini, Adriano; Ducouret, Pauline; Ryvlin, Philippe; Meloni, Paolo; Benini, Luca
Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units
2024 Paissan, Francesco; Nadalini, Davide; Rusci, Manuele; Ancilotto, Alberto; Conti, Francesco; Benini, Luca; Farella, Elisabetta
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs
2023 Cereda, Elia; Crupi, Luca; Risso, Matteo; Burrello, Alessio; Benini, Luca; Giusti, Alessandro; Jahier Pagliari, Daniele; Palossi, Daniele
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation
2023 Burrello, Alessio; Risso, Matteo; Tomasello, Noemi; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge
2023 Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference
2023 Risso, Matteo; Burrello, Alessio; Maria Sarda, Giuseppe; Benini, Luca; Macii, Enrico; Poncino, Massimo; Verhelst, Marian; JAHIER PAGLIARI, Daniele
Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers
2023 Nadalini, Davide; Rusci, Manuele; Benini, Luca; Conti, Francesco
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
2023 Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices
2022 Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Scherer, Moritz; Scrugli, Matteo Antonio; Meloni, Paolo; Benini, Luca
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring
2022 Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone
Low-Overhead Early-Stopping Policies for Efficient Random Forests Inference on Microcontrollers
2022 Daghero, F; Burrello, A; Xie, C; Benini, L; Calimera, A; Macii, E; Poncino, M; Jahier Pagliari, D
Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks
2022 Risso, Matteo; Burrello, Alessio; Benini, Luca; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms / Silvano, C., Ielmini, D., Ferrandi, F., Fiorin, L., Curzel, S., Benini, L., Conti, F., Garofalo, A., Zambelli, C., Calore, E., Fabio Schifano, S., Palesi, M., Ascia, G., Patti, D., Petra, N., De Caro, D., Lavagno, L., Urso, T., Cardellini, V., Carlo Cardarilli, G., et al.. - In: ACM COMPUTING SURVEYS. - ISSN 0360-0300. - 57:11(2025). [10.1145/3729215] | 1-gen-2025 | CRISTINA SILVANOLUCA BENINIFrancesco ContiLuciano LavagnoTeodoro UrsoRobert Birke + | 3729215.pdf |
| EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation / Benfenati, L., Belloni, S., Burrello, A., Kasnesis, P., Wang, X., Benini, L., Poncino, M., Macii, E., Pagliari, D.J.. - ELETTRONICO. - (2025), pp. 1-5. (2025 IEEE 7th International Conference on Artificial Intelligence Circuits and Systems (AICAS) Bordeaux (FRA) 28-30 April 2025) [10.1109/aicas64808.2025.11173112]. | 1-gen-2025 | Benfenati, LucaBelloni, SofiaBurrello, AlessioBenini, LucaPoncino, MassimoMacii, EnricoPagliari, Daniele Jahier + | enhancePPG_fullpaper_closed.pdf; enhancePPG_fullpaper_open.pdf |
| Foundation Models for Structural Health Monitoring / Benfenati, L., Pagliari, D.J., Zanatta, L., Velez, Y.A.B., Acquaviva, A., Poncino, M., Macii, E., Benini, L., Burrello, A.. - In: IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING. - ISSN 2377-3782. - ELETTRONICO. - 10:6(2025), pp. 1103-1115. [10.1109/tsusc.2025.3592097] | 1-gen-2025 | Benfenati, LucaPagliari, Daniele JahierZanatta, LucaAcquaviva, AndreaPoncino, MassimoMacii, EnricoBenini, LucaBurrello, Alessio + | fomo_SHM_fullpaper_compressed.pdf; Foundation_Models_for_Structural_Health_Monitoring.pdf |
| MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices / Hamdi, M.A., Daghero, F., Maria Sarda, G., Van Delm, J., Symons, A., Benini, L., Verhelst, M., Jahier Pagliari, D., Burrello, A.. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - ELETTRONICO. - 44:10(2025), pp. 3844-3857. [10.1109/TCAD.2025.3556967] | 1-gen-2025 | Mohamed Amine HamdiFrancesco DagheroLuca BeniniDaniele Jahier PagliariAlessio Burrello + | MATCH_TCAD_final.pdf; MATCH_Model-Aware_TVM-Based_Compilation_for_Heterogeneous_Edge_Devices.pdf |
| POSTER: V-Seek: Optimizing LLM Reasoning on A Server-Class General-Purpose RISC-V Platform / Poveda Rodrigo, J.J., Hamdi, M.A., Koenig, C., Burrello, A., Jahier Pagliari, D., Benini, L.. - 1:(2025), pp. 224-225. (CF '25: 22nd ACM International Conference on Computing Frontiers Cagliari (ITA) May 28 - 30, 2025) [10.1145/3719276.3727954]. | 1-gen-2025 | Javier Jesus Poveda RodrigoMohamed Amine HamdiAlessio BurrelloDaniele Jahier PagliariLuca Benini + | CF25___Milk_V_LLM.pdf; 3719276.3727954.pdf |
| BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring / Benfenati, Luca; Mar Ingolfsson, Thorir; Cossettini, Andrea; Jahier Pagliari, Daniele; Burrello, Alessio; Benini, Luca. - ELETTRONICO. - (2024). ( 2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Orlando (USA) 15-19 July 2024) [10.1109/EMBC53108.2024.10782289]. | 1-gen-2024 | Benfenati,LucaJahier Pagliari,DanieleBurrello,AlessioBenini,Luca + | Transformer_Seizure_Detection____EMBC_2024_IRIS.pdf; BISeizuRe_BERT-Inspired_Seizure_Data_Representation_to_Improve_Epilepsy_Monitoring.pdf |
| Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices / Burrello, A., Risso, M., Motetti, B.A., Macii, E., Benini, L., JAHIER PAGLIARI, D.. - In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING. - ISSN 2168-6750. - ELETTRONICO. - 12:3(2024), pp. 780-794. [10.1109/TETC.2023.3322033] | 1-gen-2024 | Alessio BurrelloMatteo RissoBeatrice Alessandra MotettiEnrico MaciiLuca BeniniDaniele Jahier Pagliari | Journal___Multi_Loss__arxiv_.pdf; Enhancing_Neural_Architecture_Search_with_Multiple_Hardware_Constraints_for_Deep_Learning_Model_Deployment_on_Tiny_IoT_Devices.pdf; Enhancing_Neural_Architecture_Search_With_Multiple_Hardware_Constraints_for_Deep_Learning_Model_Deployment_on_Tiny_IoT_Devices.pdf |
| Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables / Burrello, A., Carlucci, F., Pollo, G., Wang, X., Poncino, M., Macii, E., Benini, L., JAHIER PAGLIARI, D.. - (2024), pp. 1-5. (Biomedical Circuits and Systems Conference (BIOCAS) 2024 Xi'an (CHN) 24-26 October 2024) [10.1109/BioCAS61083.2024.10798404]. | 1-gen-2024 | Alessio BurrelloGiovanni PolloMassimo PoncinoEnrico MaciiLuca BeniniDaniele Jahier Pagliari + | PPG_BP_BioCAS2024.pdf; Optimization_and_Deployment_of_Deep_Neural_Networks_for_PPG-based_Blood_Pressure_Estimation_Targeting_Low-power_Wearables.pdf |
| Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs / Busia, P., Cossettini, A., Ingolfsson, T.M., Benatti, S., Burrello, A., Jung, V.J.B., Scherer, M., Scrugli, M.A., Bernini, A., Ducouret, P., Ryvlin, P., Meloni, P., Benini, L.. - In: IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS. - ISSN 1932-4545. - 18:3(2024), pp. 608-621. [10.1109/tbcas.2024.3357509] | 1-gen-2024 | Burrello, AlessioBenini, Luca + | Reducing_False_Alarms_in_Wearable_Seizure_Detection_With_EEGformer_A_Compact_Transformer_Model_for_MCUs.pdf |
| Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units / Paissan, F., Nadalini, D., Rusci, M., Ancilotto, A., Conti, F., Benini, L., Farella, E.. - (2024), pp. 2172-2181. (2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) Seattle, WA (USA) 17-18 June 2024) [10.1109/CVPRW63382.2024.00222]. | 1-gen-2024 | Davide NadaliniFrancesco ContiLuca BeniniElisabetta Farella + | Structured_Sparse_Back-propagation_for_Lightweight_On-Device_Continual_Learning_on_Microcontroller_Units.pdf; Paissan_Structured_Sparse_Back-propagation_for_Lightweight_On-Device_Continual_Learning_on_Microcontroller_CVPRW_2024_paper.pdf |
| Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs / Cereda, E., Crupi, L., Risso, M., Burrello, A., Benini, L., Giusti, A., Jahier Pagliari, D., Palossi, D.. - ELETTRONICO. - (2023), pp. 6065-6071. (2023 IEEE International Conference on Robotics and Automation (ICRA) London (UK) 29 May 2023 - 02 June 2023) [10.1109/ICRA48891.2023.10160369]. | 1-gen-2023 | Risso, MatteoBurrello, AlessioBenini, LucaJahier Pagliari, Daniele + | 2303.01931.pdf; Deep_Neural_Network_Architecture_Search_for_Accurate_Visual_Pose_Estimation_aboard_Nano-UAVs.pdf |
| Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation / Burrello, A., Risso, M., Tomasello, N., Chen, Y., Benini, L., Macii, E., Poncino, M., JAHIER PAGLIARI, D.. - ELETTRONICO. - (2023). (Design, Automation & Test in Europe Conference & Exhibition (DATE) Antwerp (Belgium) 17-19 April 2023) [10.23919/DATE56975.2023.10137129]. | 1-gen-2023 | Alessio BurrelloMatteo RissoYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | Energy-efficient_Wearable-to-Mobile_Offload_of_ML_Inference_for_PPG-based_Heart-Rate_Estimation.pdf; DATE23___PPGCollaborative__arxiv_.pdf |
| Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge / Risso, M., Burrello, A., Conti, F., Lamberti, L., Chen, Y., Benini, L., Macii, E., Poncino, M., JAHIER PAGLIARI, D.. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 72:3(2023), pp. 744-758. [10.1109/TC.2022.3177955] | 1-gen-2023 | Matteo RissoAlessio BurrelloYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | pit_journal.pdf; Lightweight_Neural_Architecture_Search_for_Temporal_Convolutional_Networks_at_the_Edge.pdf |
| Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference / Risso, M., Burrello, A., Maria Sarda, G., Benini, L., Macii, E., Poncino, M., Verhelst, M., JAHIER PAGLIARI, D.. - ELETTRONICO. - (2023), pp. 1-6. (International Symposium on Low Power Electronics and Design (ISLPED) 2023 Vienna (AUT) 07-08 August 2023) [10.1109/ISLPED58423.2023.10244311]. | 1-gen-2023 | Matteo RissoAlessio BurrelloLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | ISLPED23___ODiMO__arXiv_.pdf; 135_Final_Manuscript (1).pdf; Precision-aware_Latency_and_Energy_Balancing_on_Multi-Accelerator_Platforms_for_DNN_Inference.pdf |
| Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers / Nadalini, D., Rusci, M., Benini, L., Conti, F.. - In: FUTURE GENERATION COMPUTER SYSTEMS. - ISSN 0167-739X. - 149:(2023), pp. 212-226. [10.1016/j.future.2023.07.020] | 1-gen-2023 | Davide NadaliniLuca Benini + | ArXiv.pdf; 1-s2.0-S0167739X23002728-main.pdf |
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference / Xie, C., Burrello, A., Daghero, F., Benini, L., Calimera, A., Macii, E., Poncino, M., JAHIER PAGLIARI, D.. - In: SENSORS. - ISSN 1424-8220. - 23:4(2023), pp. 1-21. [10.3390/s23042065] | 1-gen-2023 | CHEN XIEAlessio BurrelloFrancesco DagheroLUCA BENINIANDREA CALIMERAEnrico MACIIMassimo PoncinoDANIELE PAGLIARI | Reducing the Energy Consumption of sEMG-Based-Gesture-Recognition-at-the Edge-Using-Transformers-and-Dynamic-Inference.pdf |
| EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices / Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Scherer, Moritz; Scrugli, Matteo Antonio; Meloni, Paolo; Benini, Luca. - (2022), pp. 640-644. ( 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS) Taipei (Taiwan) 13-15 October 2022) [10.1109/BioCAS54905.2022.9948637]. | 1-gen-2022 | Burrello, AlessioBenini, Luca + | Transformer_BioCAS_paper-25agosto.pdf; EEGformer_Transformer-Based_Epilepsy_Detection_on_Raw_EEG_Traces_for_Low-Channel-Count_Wearable_Continuous_Monitoring_Devices.pdf |
| Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring / Burrello, A., JAHIER PAGLIARI, D., Maria Rapa, P., Semilia, M., Risso, M., Polonelli, T., Poncino, M., Benini, L., Benatti, S.. - In: ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE. - ISSN 2691-1957. - 3:2(2022), pp. 1-25. [10.1145/3487910] | 1-gen-2022 | Alessio BurrelloDaniele Jahier PagliariMatteo RissoMassimo PoncinoLuca Benini + | actppg_journal.pdf; actppg_open.pdf |
| Low-Overhead Early-Stopping Policies for Efficient Random Forests Inference on Microcontrollers / Daghero, F., Burrello, A., Xie, C., Benini, L., Calimera, A., Macii, E., Poncino, M., Jahier Pagliari, D.. - STAMPA. - 661:(2022), pp. 25-47. (29th IFIP WG 10.5/IEEE International Conference on Very Large Scale Integration (VLSI-SoC 2021) Singapore October 4-8, 2021) [10.1007/978-3-031-16818-5_2]. | 1-gen-2022 | Daghero, FBurrello, AXie, CBenini, LCalimera, AMacii, EPoncino, MJahier Pagliari, D | postprint.pdf; vlsi-soc-chapter.pdf |
| Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks / Risso, M., Burrello, A., Benini, L., Macii, E., Poncino, M., Jahier Pagliari, D.. - ELETTRONICO. - (2022), pp. 1-6. (ACM/IEEE International Symposium on Low Power Electronics and Design Boston (USA) August 1 - 3, 2022) [10.1145/3531437.3539720]. | 1-gen-2022 | Risso, MatteoBurrello, AlessioBenini, LucaMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele | ispled.pdf; ispled_open.pdf |